Dataset statistics
| Number of variables | 15 |
|---|---|
| Number of observations | 940 |
| Missing cells | 0 |
| Missing cells (%) | 0.0% |
| Duplicate rows | 0 |
| Duplicate rows (%) | 0.0% |
| Total size in memory | 164.4 KiB |
| Average record size in memory | 179.1 B |
Variable types
| Numeric | 14 |
|---|---|
| DateTime | 1 |
Calories is highly overall correlated with TotalDistance and 3 other fields | High correlation |
FairlyActiveMinutes is highly overall correlated with ModeratelyActiveDistance and 5 other fields | High correlation |
LightActiveDistance is highly overall correlated with LightlyActiveMinutes and 3 other fields | High correlation |
LightlyActiveMinutes is highly overall correlated with LightActiveDistance and 3 other fields | High correlation |
ModeratelyActiveDistance is highly overall correlated with FairlyActiveMinutes and 5 other fields | High correlation |
TotalDistance is highly overall correlated with Calories and 8 other fields | High correlation |
TotalSteps is highly overall correlated with Calories and 8 other fields | High correlation |
TrackerDistance is highly overall correlated with Calories and 8 other fields | High correlation |
VeryActiveDistance is highly overall correlated with FairlyActiveMinutes and 5 other fields | High correlation |
VeryActiveMinutes is highly overall correlated with Calories and 6 other fields | High correlation |
TotalSteps has 77 (8.2%) zeros | Zeros |
TotalDistance has 78 (8.3%) zeros | Zeros |
TrackerDistance has 78 (8.3%) zeros | Zeros |
LoggedActivitiesDistance has 908 (96.6%) zeros | Zeros |
VeryActiveDistance has 413 (43.9%) zeros | Zeros |
ModeratelyActiveDistance has 386 (41.1%) zeros | Zeros |
LightActiveDistance has 85 (9.0%) zeros | Zeros |
SedentaryActiveDistance has 858 (91.3%) zeros | Zeros |
VeryActiveMinutes has 409 (43.5%) zeros | Zeros |
FairlyActiveMinutes has 384 (40.9%) zeros | Zeros |
LightlyActiveMinutes has 84 (8.9%) zeros | Zeros |
Reproduction
| Analysis started | 2024-06-24 11:45:57.472997 |
|---|---|
| Analysis finished | 2024-06-24 11:46:23.784538 |
| Duration | 26.31 seconds |
| Software version | ydata-profiling v4.8.3 |
| Download configuration | config.json |
Id
Real number (ℝ)
| Distinct | 33 |
|---|---|
| Distinct (%) | 3.5% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 4.8554074 × 109 |
| Minimum | 1.5039604 × 109 |
|---|---|
| Maximum | 8.8776894 × 109 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 7.5 KiB |
Quantile statistics
| Minimum | 1.5039604 × 109 |
|---|---|
| 5-th percentile | 1.6245801 × 109 |
| Q1 | 2.320127 × 109 |
| median | 4.445115 × 109 |
| Q3 | 6.9621811 × 109 |
| 95-th percentile | 8.7920097 × 109 |
| Maximum | 8.8776894 × 109 |
| Range | 7.373729 × 109 |
| Interquartile range (IQR) | 4.6420541 × 109 |
Descriptive statistics
| Standard deviation | 2.4248055 × 109 |
|---|---|
| Coefficient of variation (CV) | 0.4994031 |
| Kurtosis | -1.2730307 |
| Mean | 4.8554074 × 109 |
| Median Absolute Deviation (MAD) | 2.418763 × 109 |
| Skewness | 0.1771249 |
| Sum | 4.5640829 × 1012 |
| Variance | 5.8796816 × 1018 |
| Monotonicity | Increasing |
Histogram with fixed size bins (bins=33)
| Value | Count | Frequency (%) |
| 1503960366 | 31 | 3.3% |
| 4319703577 | 31 | 3.3% |
| 8583815059 | 31 | 3.3% |
| 8378563200 | 31 | 3.3% |
| 8053475328 | 31 | 3.3% |
| 7086361926 | 31 | 3.3% |
| 6962181067 | 31 | 3.3% |
| 5553957443 | 31 | 3.3% |
| 4702921684 | 31 | 3.3% |
| 4558609924 | 31 | 3.3% |
| Other values (23) | 630 |
| Value | Count | Frequency (%) |
| 1503960366 | 31 | |
| 1624580081 | 31 | |
| 1644430081 | 30 | |
| 1844505072 | 31 | |
| 1927972279 | 31 | |
| 2022484408 | 31 | |
| 2026352035 | 31 | |
| 2320127002 | 31 | |
| 2347167796 | 18 | |
| 2873212765 | 31 |
| Value | Count | Frequency (%) |
| 8877689391 | 31 | |
| 8792009665 | 29 | |
| 8583815059 | 31 | |
| 8378563200 | 31 | |
| 8253242879 | 19 | |
| 8053475328 | 31 | |
| 7086361926 | 31 | |
| 7007744171 | 26 | |
| 6962181067 | 31 | |
| 6775888955 | 26 |
ActivityDate
Date
| Distinct | 31 |
|---|---|
| Distinct (%) | 3.3% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 7.5 KiB |
| Minimum | 2016-04-12 00:00:00 |
|---|---|
| Maximum | 2016-05-12 00:00:00 |
Histogram with fixed size bins (bins=31)
TotalSteps
Real number (ℝ)
HIGH CORRELATION ZEROS
| Distinct | 842 |
|---|---|
| Distinct (%) | 89.6% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 7637.9106 |
| Minimum | 0 |
|---|---|
| Maximum | 36019 |
| Zeros | 77 |
| Zeros (%) | 8.2% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 7.5 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 3789.75 |
| median | 7405.5 |
| Q3 | 10727 |
| 95-th percentile | 15485.1 |
| Maximum | 36019 |
| Range | 36019 |
| Interquartile range (IQR) | 6937.25 |
Descriptive statistics
| Standard deviation | 5087.1507 |
|---|---|
| Coefficient of variation (CV) | 0.66603957 |
| Kurtosis | 1.1691112 |
| Mean | 7637.9106 |
| Median Absolute Deviation (MAD) | 3446.5 |
| Skewness | 0.65289494 |
| Sum | 7179636 |
| Variance | 25879103 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 0 | 77 | 8.2% |
| 244 | 2 | 0.2% |
| 6708 | 2 | 0.2% |
| 9167 | 2 | 0.2% |
| 6175 | 2 | 0.2% |
| 10538 | 2 | 0.2% |
| 1510 | 2 | 0.2% |
| 8538 | 2 | 0.2% |
| 7937 | 2 | 0.2% |
| 4363 | 2 | 0.2% |
| Other values (832) | 845 |
| Value | Count | Frequency (%) |
| 0 | 77 | |
| 4 | 1 | 0.1% |
| 8 | 1 | 0.1% |
| 9 | 1 | 0.1% |
| 16 | 1 | 0.1% |
| 17 | 1 | 0.1% |
| 29 | 1 | 0.1% |
| 31 | 1 | 0.1% |
| 42 | 1 | 0.1% |
| 44 | 1 | 0.1% |
| Value | Count | Frequency (%) |
| 36019 | 1 | |
| 29326 | 1 | |
| 27745 | 1 | |
| 23629 | 1 | |
| 23186 | 1 | |
| 22988 | 1 | |
| 22770 | 1 | |
| 22359 | 1 | |
| 22244 | 1 | |
| 22026 | 1 |
TotalDistance
Real number (ℝ)
HIGH CORRELATION ZEROS
| Distinct | 615 |
|---|---|
| Distinct (%) | 65.4% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 5.4897021 |
| Minimum | 0 |
|---|---|
| Maximum | 28.030001 |
| Zeros | 78 |
| Zeros (%) | 8.3% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 7.5 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 2.6199999 |
| median | 5.2449999 |
| Q3 | 7.7125 |
| 95-th percentile | 11.6565 |
| Maximum | 28.030001 |
| Range | 28.030001 |
| Interquartile range (IQR) | 5.0925001 |
Descriptive statistics
| Standard deviation | 3.9246059 |
|---|---|
| Coefficient of variation (CV) | 0.71490325 |
| Kurtosis | 3.1130184 |
| Mean | 5.4897021 |
| Median Absolute Deviation (MAD) | 2.5600001 |
| Skewness | 1.1262736 |
| Sum | 5160.32 |
| Variance | 15.402532 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 0 | 78 | 8.3% |
| 2.599999905 | 5 | 0.5% |
| 0.009999999776 | 5 | 0.5% |
| 3.910000086 | 4 | 0.4% |
| 4.949999809 | 4 | 0.4% |
| 1.789999962 | 4 | 0.4% |
| 4.329999924 | 4 | 0.4% |
| 2.680000067 | 4 | 0.4% |
| 3.50999999 | 4 | 0.4% |
| 4.900000095 | 4 | 0.4% |
| Other values (605) | 824 |
| Value | Count | Frequency (%) |
| 0 | 78 | |
| 0.009999999776 | 5 | 0.5% |
| 0.01999999955 | 1 | 0.1% |
| 0.02999999933 | 2 | 0.2% |
| 0.03999999911 | 1 | 0.1% |
| 0.07999999821 | 1 | 0.1% |
| 0.09000000358 | 1 | 0.1% |
| 0.1000000015 | 1 | 0.1% |
| 0.1099999994 | 1 | 0.1% |
| 0.1299999952 | 1 | 0.1% |
| Value | Count | Frequency (%) |
| 28.03000069 | 1 | |
| 26.71999931 | 1 | |
| 25.29000092 | 1 | |
| 20.64999962 | 1 | |
| 20.39999962 | 1 | |
| 19.55999947 | 1 | |
| 19.34000015 | 1 | |
| 18.97999954 | 1 | |
| 18.25 | 1 | |
| 18.11000061 | 1 |
TrackerDistance
Real number (ℝ)
HIGH CORRELATION ZEROS
| Distinct | 613 |
|---|---|
| Distinct (%) | 65.2% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 5.4753511 |
| Minimum | 0 |
|---|---|
| Maximum | 28.030001 |
| Zeros | 78 |
| Zeros (%) | 8.3% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 7.5 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 2.6199999 |
| median | 5.2449999 |
| Q3 | 7.71 |
| 95-th percentile | 11.6565 |
| Maximum | 28.030001 |
| Range | 28.030001 |
| Interquartile range (IQR) | 5.0900002 |
Descriptive statistics
| Standard deviation | 3.9072759 |
|---|---|
| Coefficient of variation (CV) | 0.71361195 |
| Kurtosis | 3.2038891 |
| Mean | 5.4753511 |
| Median Absolute Deviation (MAD) | 2.5550003 |
| Skewness | 1.1345496 |
| Sum | 5146.83 |
| Variance | 15.266805 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 0 | 78 | 8.3% |
| 2.599999905 | 5 | 0.5% |
| 0.009999999776 | 5 | 0.5% |
| 3.910000086 | 4 | 0.4% |
| 2.680000067 | 4 | 0.4% |
| 1.789999962 | 4 | 0.4% |
| 4.329999924 | 4 | 0.4% |
| 4.949999809 | 4 | 0.4% |
| 3.50999999 | 4 | 0.4% |
| 8.739999771 | 4 | 0.4% |
| Other values (603) | 824 |
| Value | Count | Frequency (%) |
| 0 | 78 | |
| 0.009999999776 | 5 | 0.5% |
| 0.01999999955 | 1 | 0.1% |
| 0.02999999933 | 2 | 0.2% |
| 0.03999999911 | 1 | 0.1% |
| 0.07999999821 | 1 | 0.1% |
| 0.09000000358 | 1 | 0.1% |
| 0.1000000015 | 1 | 0.1% |
| 0.1099999994 | 1 | 0.1% |
| 0.1299999952 | 1 | 0.1% |
| Value | Count | Frequency (%) |
| 28.03000069 | 1 | |
| 26.71999931 | 1 | |
| 25.29000092 | 1 | |
| 20.64999962 | 1 | |
| 20.39999962 | 1 | |
| 19.55999947 | 1 | |
| 19.34000015 | 1 | |
| 18.97999954 | 1 | |
| 18.25 | 1 | |
| 18.11000061 | 1 |
LoggedActivitiesDistance
Real number (ℝ)
ZEROS
| Distinct | 19 |
|---|---|
| Distinct (%) | 2.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.10817094 |
| Minimum | 0 |
|---|---|
| Maximum | 4.942142 |
| Zeros | 908 |
| Zeros (%) | 96.6% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 7.5 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 0 |
| Q3 | 0 |
| 95-th percentile | 0 |
| Maximum | 4.942142 |
| Range | 4.942142 |
| Interquartile range (IQR) | 0 |
Descriptive statistics
| Standard deviation | 0.61989652 |
|---|---|
| Coefficient of variation (CV) | 5.7307121 |
| Kurtosis | 41.295941 |
| Mean | 0.10817094 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | 6.2974404 |
| Sum | 101.68068 |
| Variance | 0.38427169 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=19)
| Value | Count | Frequency (%) |
| 0 | 908 | |
| 2.092147112 | 9 | 1.0% |
| 2.253081083 | 7 | 0.7% |
| 4.081692219 | 1 | 0.1% |
| 4.861792088 | 1 | 0.1% |
| 4.878232002 | 1 | 0.1% |
| 4.912367821 | 1 | 0.1% |
| 2.832325935 | 1 | 0.1% |
| 4.911146164 | 1 | 0.1% |
| 4.885604858 | 1 | 0.1% |
| Other values (9) | 9 | 1.0% |
| Value | Count | Frequency (%) |
| 0 | 908 | |
| 1.959596038 | 1 | 0.1% |
| 2.092147112 | 9 | 1.0% |
| 2.253081083 | 7 | 0.7% |
| 2.785175085 | 1 | 0.1% |
| 2.832325935 | 1 | 0.1% |
| 3.167821884 | 1 | 0.1% |
| 3.285414934 | 1 | 0.1% |
| 4.081692219 | 1 | 0.1% |
| 4.851306915 | 1 | 0.1% |
| Value | Count | Frequency (%) |
| 4.94214201 | 1 | |
| 4.930550098 | 1 | |
| 4.924840927 | 1 | |
| 4.912367821 | 1 | |
| 4.911146164 | 1 | |
| 4.885604858 | 1 | |
| 4.878232002 | 1 | |
| 4.869782925 | 1 | |
| 4.861792088 | 1 | |
| 4.851306915 | 1 |
VeryActiveDistance
Real number (ℝ)
HIGH CORRELATION ZEROS
| Distinct | 333 |
|---|---|
| Distinct (%) | 35.4% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 1.5026809 |
| Minimum | 0 |
|---|---|
| Maximum | 21.92 |
| Zeros | 413 |
| Zeros (%) | 43.9% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 7.5 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 0.20999999 |
| Q3 | 2.0524999 |
| 95-th percentile | 6.4030001 |
| Maximum | 21.92 |
| Range | 21.92 |
| Interquartile range (IQR) | 2.0524999 |
Descriptive statistics
| Standard deviation | 2.6589412 |
|---|---|
| Coefficient of variation (CV) | 1.769465 |
| Kurtosis | 11.910951 |
| Mean | 1.5026809 |
| Median Absolute Deviation (MAD) | 0.20999999 |
| Skewness | 2.99617 |
| Sum | 1412.52 |
| Variance | 7.0699681 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 0 | 413 | |
| 0.0700000003 | 9 | 1.0% |
| 0.05999999866 | 6 | 0.6% |
| 0.1400000006 | 5 | 0.5% |
| 0.3300000131 | 5 | 0.5% |
| 0.3400000036 | 4 | 0.4% |
| 1.059999943 | 4 | 0.4% |
| 0.3600000143 | 4 | 0.4% |
| 1.00999999 | 4 | 0.4% |
| 2.789999962 | 4 | 0.4% |
| Other values (323) | 482 |
| Value | Count | Frequency (%) |
| 0 | 413 | |
| 0.01999999955 | 2 | 0.2% |
| 0.03999999911 | 1 | 0.1% |
| 0.05000000075 | 3 | 0.3% |
| 0.05999999866 | 6 | 0.6% |
| 0.0700000003 | 9 | 1.0% |
| 0.07999999821 | 4 | 0.4% |
| 0.09000000358 | 1 | 0.1% |
| 0.1099999994 | 3 | 0.3% |
| 0.1199999973 | 3 | 0.3% |
| Value | Count | Frequency (%) |
| 21.92000008 | 1 | |
| 21.65999985 | 1 | |
| 13.39999962 | 1 | |
| 13.26000023 | 1 | |
| 13.23999977 | 1 | |
| 13.22000027 | 1 | |
| 13.13000011 | 1 | |
| 13.06999969 | 1 | |
| 12.78999996 | 1 | |
| 12.53999996 | 1 |
ModeratelyActiveDistance
Real number (ℝ)
HIGH CORRELATION ZEROS
| Distinct | 211 |
|---|---|
| Distinct (%) | 22.4% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.56754255 |
| Minimum | 0 |
|---|---|
| Maximum | 6.48 |
| Zeros | 386 |
| Zeros (%) | 41.1% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 7.5 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 0.23999999 |
| Q3 | 0.80000001 |
| 95-th percentile | 2.1300001 |
| Maximum | 6.48 |
| Range | 6.48 |
| Interquartile range (IQR) | 0.80000001 |
Descriptive statistics
| Standard deviation | 0.88358032 |
|---|---|
| Coefficient of variation (CV) | 1.556853 |
| Kurtosis | 10.125629 |
| Mean | 0.56754255 |
| Median Absolute Deviation (MAD) | 0.23999999 |
| Skewness | 2.7711936 |
| Sum | 533.49 |
| Variance | 0.78071418 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 0 | 386 | |
| 0.200000003 | 9 | 1.0% |
| 0.2800000012 | 9 | 1.0% |
| 0.400000006 | 9 | 1.0% |
| 0.25 | 8 | 0.9% |
| 0.3100000024 | 8 | 0.9% |
| 0.9300000072 | 8 | 0.9% |
| 0.4199999869 | 8 | 0.9% |
| 0.2700000107 | 7 | 0.7% |
| 0.5699999928 | 7 | 0.7% |
| Other values (201) | 481 |
| Value | Count | Frequency (%) |
| 0 | 386 | |
| 0.009999999776 | 1 | 0.1% |
| 0.01999999955 | 1 | 0.1% |
| 0.02999999933 | 3 | 0.3% |
| 0.03999999911 | 3 | 0.3% |
| 0.05000000075 | 3 | 0.3% |
| 0.05999999866 | 3 | 0.3% |
| 0.0700000003 | 2 | 0.2% |
| 0.07999999821 | 4 | 0.4% |
| 0.09000000358 | 2 | 0.2% |
| Value | Count | Frequency (%) |
| 6.480000019 | 1 | 0.1% |
| 6.210000038 | 1 | 0.1% |
| 5.599999905 | 1 | 0.1% |
| 5.400000095 | 1 | 0.1% |
| 5.239999771 | 1 | 0.1% |
| 5.119999886 | 1 | 0.1% |
| 4.579999924 | 1 | 0.1% |
| 4.559999943 | 1 | 0.1% |
| 4.349999905 | 1 | 0.1% |
| 4.21999979 | 3 |
LightActiveDistance
Real number (ℝ)
HIGH CORRELATION ZEROS
| Distinct | 491 |
|---|---|
| Distinct (%) | 52.2% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 3.3408191 |
| Minimum | 0 |
|---|---|
| Maximum | 10.71 |
| Zeros | 85 |
| Zeros (%) | 9.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 7.5 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 1.945 |
| median | 3.3649999 |
| Q3 | 4.7825001 |
| 95-th percentile | 6.462 |
| Maximum | 10.71 |
| Range | 10.71 |
| Interquartile range (IQR) | 2.8375001 |
Descriptive statistics
| Standard deviation | 2.0406554 |
|---|---|
| Coefficient of variation (CV) | 0.61082486 |
| Kurtosis | -0.18030027 |
| Mean | 3.3408191 |
| Median Absolute Deviation (MAD) | 1.4200002 |
| Skewness | 0.18224747 |
| Sum | 3140.37 |
| Variance | 4.1642744 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 0 | 85 | 9.0% |
| 4.179999828 | 6 | 0.6% |
| 3.170000076 | 6 | 0.6% |
| 4.880000114 | 6 | 0.6% |
| 3.230000019 | 6 | 0.6% |
| 3.940000057 | 5 | 0.5% |
| 3.25999999 | 5 | 0.5% |
| 0.009999999776 | 5 | 0.5% |
| 4.460000038 | 5 | 0.5% |
| 5.409999847 | 5 | 0.5% |
| Other values (481) | 806 |
| Value | Count | Frequency (%) |
| 0 | 85 | |
| 0.009999999776 | 5 | 0.5% |
| 0.01999999955 | 1 | 0.1% |
| 0.02999999933 | 3 | 0.3% |
| 0.03999999911 | 1 | 0.1% |
| 0.05999999866 | 1 | 0.1% |
| 0.09000000358 | 1 | 0.1% |
| 0.1000000015 | 1 | 0.1% |
| 0.1099999994 | 1 | 0.1% |
| 0.1299999952 | 2 | 0.2% |
| Value | Count | Frequency (%) |
| 10.71000004 | 1 | |
| 10.56999969 | 1 | |
| 10.30000019 | 1 | |
| 9.479999542 | 1 | |
| 9.460000038 | 1 | |
| 8.970000267 | 1 | |
| 8.789999962 | 1 | |
| 8.680000305 | 1 | |
| 8.409999847 | 1 | |
| 8.270000458 | 1 |
SedentaryActiveDistance
Real number (ℝ)
ZEROS
| Distinct | 9 |
|---|---|
| Distinct (%) | 1.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.001606383 |
| Minimum | 0 |
|---|---|
| Maximum | 0.11 |
| Zeros | 858 |
| Zeros (%) | 91.3% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 7.5 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 0 |
| Q3 | 0 |
| 95-th percentile | 0.0099999998 |
| Maximum | 0.11 |
| Range | 0.11 |
| Interquartile range (IQR) | 0 |
Descriptive statistics
| Standard deviation | 0.0073461763 |
|---|---|
| Coefficient of variation (CV) | 4.5731164 |
| Kurtosis | 99.127446 |
| Mean | 0.001606383 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | 8.5898992 |
| Sum | 1.51 |
| Variance | 5.3966306 × 10-5 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=9)
| Value | Count | Frequency (%) |
| 0 | 858 | |
| 0.009999999776 | 50 | 5.3% |
| 0.01999999955 | 21 | 2.2% |
| 0.02999999933 | 4 | 0.4% |
| 0.05000000075 | 3 | 0.3% |
| 0.0700000003 | 1 | 0.1% |
| 0.03999999911 | 1 | 0.1% |
| 0.1099999994 | 1 | 0.1% |
| 0.1000000015 | 1 | 0.1% |
| Value | Count | Frequency (%) |
| 0 | 858 | |
| 0.009999999776 | 50 | 5.3% |
| 0.01999999955 | 21 | 2.2% |
| 0.02999999933 | 4 | 0.4% |
| 0.03999999911 | 1 | 0.1% |
| 0.05000000075 | 3 | 0.3% |
| 0.0700000003 | 1 | 0.1% |
| 0.1000000015 | 1 | 0.1% |
| 0.1099999994 | 1 | 0.1% |
| Value | Count | Frequency (%) |
| 0.1099999994 | 1 | 0.1% |
| 0.1000000015 | 1 | 0.1% |
| 0.0700000003 | 1 | 0.1% |
| 0.05000000075 | 3 | 0.3% |
| 0.03999999911 | 1 | 0.1% |
| 0.02999999933 | 4 | 0.4% |
| 0.01999999955 | 21 | 2.2% |
| 0.009999999776 | 50 | 5.3% |
| 0 | 858 |
VeryActiveMinutes
Real number (ℝ)
HIGH CORRELATION ZEROS
| Distinct | 122 |
|---|---|
| Distinct (%) | 13.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 21.164894 |
| Minimum | 0 |
|---|---|
| Maximum | 210 |
| Zeros | 409 |
| Zeros (%) | 43.5% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 7.5 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 4 |
| Q3 | 32 |
| 95-th percentile | 93.05 |
| Maximum | 210 |
| Range | 210 |
| Interquartile range (IQR) | 32 |
Descriptive statistics
| Standard deviation | 32.844803 |
|---|---|
| Coefficient of variation (CV) | 1.551853 |
| Kurtosis | 5.7780701 |
| Mean | 21.164894 |
| Median Absolute Deviation (MAD) | 4 |
| Skewness | 2.1761432 |
| Sum | 19895 |
| Variance | 1078.7811 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 0 | 409 | |
| 1 | 23 | 2.4% |
| 2 | 18 | 1.9% |
| 3 | 16 | 1.7% |
| 8 | 15 | 1.6% |
| 6 | 14 | 1.5% |
| 11 | 14 | 1.5% |
| 19 | 13 | 1.4% |
| 5 | 13 | 1.4% |
| 14 | 12 | 1.3% |
| Other values (112) | 393 |
| Value | Count | Frequency (%) |
| 0 | 409 | |
| 1 | 23 | 2.4% |
| 2 | 18 | 1.9% |
| 3 | 16 | 1.7% |
| 4 | 10 | 1.1% |
| 5 | 13 | 1.4% |
| 6 | 14 | 1.5% |
| 7 | 11 | 1.2% |
| 8 | 15 | 1.6% |
| 9 | 7 | 0.7% |
| Value | Count | Frequency (%) |
| 210 | 1 | |
| 207 | 1 | |
| 200 | 1 | |
| 194 | 1 | |
| 186 | 1 | |
| 184 | 1 | |
| 137 | 1 | |
| 132 | 1 | |
| 129 | 1 | |
| 125 | 2 |
FairlyActiveMinutes
Real number (ℝ)
HIGH CORRELATION ZEROS
| Distinct | 81 |
|---|---|
| Distinct (%) | 8.6% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 13.564894 |
| Minimum | 0 |
|---|---|
| Maximum | 143 |
| Zeros | 384 |
| Zeros (%) | 40.9% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 7.5 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 6 |
| Q3 | 19 |
| 95-th percentile | 51 |
| Maximum | 143 |
| Range | 143 |
| Interquartile range (IQR) | 19 |
Descriptive statistics
| Standard deviation | 19.987404 |
|---|---|
| Coefficient of variation (CV) | 1.4734656 |
| Kurtosis | 7.9957314 |
| Mean | 13.564894 |
| Median Absolute Deviation (MAD) | 6 |
| Skewness | 2.479492 |
| Sum | 12751 |
| Variance | 399.49632 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 0 | 384 | |
| 8 | 36 | 3.8% |
| 6 | 23 | 2.4% |
| 5 | 23 | 2.4% |
| 16 | 22 | 2.3% |
| 7 | 20 | 2.1% |
| 10 | 19 | 2.0% |
| 9 | 19 | 2.0% |
| 13 | 18 | 1.9% |
| 11 | 18 | 1.9% |
| Other values (71) | 358 |
| Value | Count | Frequency (%) |
| 0 | 384 | |
| 1 | 10 | 1.1% |
| 2 | 8 | 0.9% |
| 3 | 9 | 1.0% |
| 4 | 14 | 1.5% |
| 5 | 23 | 2.4% |
| 6 | 23 | 2.4% |
| 7 | 20 | 2.1% |
| 8 | 36 | 3.8% |
| 9 | 19 | 2.0% |
| Value | Count | Frequency (%) |
| 143 | 1 | 0.1% |
| 125 | 1 | 0.1% |
| 122 | 1 | 0.1% |
| 116 | 1 | 0.1% |
| 115 | 1 | 0.1% |
| 113 | 1 | 0.1% |
| 98 | 1 | 0.1% |
| 96 | 1 | 0.1% |
| 95 | 5 | |
| 94 | 1 | 0.1% |
LightlyActiveMinutes
Real number (ℝ)
HIGH CORRELATION ZEROS
| Distinct | 335 |
|---|---|
| Distinct (%) | 35.6% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 192.81277 |
| Minimum | 0 |
|---|---|
| Maximum | 518 |
| Zeros | 84 |
| Zeros (%) | 8.9% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 7.5 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 127 |
| median | 199 |
| Q3 | 264 |
| 95-th percentile | 369.05 |
| Maximum | 518 |
| Range | 518 |
| Interquartile range (IQR) | 137 |
Descriptive statistics
| Standard deviation | 109.1747 |
|---|---|
| Coefficient of variation (CV) | 0.56622132 |
| Kurtosis | -0.36011793 |
| Mean | 192.81277 |
| Median Absolute Deviation (MAD) | 69 |
| Skewness | -0.037929343 |
| Sum | 181244 |
| Variance | 11919.115 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 0 | 84 | 8.9% |
| 206 | 12 | 1.3% |
| 258 | 10 | 1.1% |
| 195 | 9 | 1.0% |
| 214 | 8 | 0.9% |
| 139 | 7 | 0.7% |
| 238 | 7 | 0.7% |
| 141 | 7 | 0.7% |
| 199 | 7 | 0.7% |
| 227 | 7 | 0.7% |
| Other values (325) | 782 |
| Value | Count | Frequency (%) |
| 0 | 84 | |
| 1 | 3 | 0.3% |
| 2 | 4 | 0.4% |
| 3 | 3 | 0.3% |
| 4 | 1 | 0.1% |
| 9 | 3 | 0.3% |
| 10 | 2 | 0.2% |
| 11 | 1 | 0.1% |
| 12 | 2 | 0.2% |
| 15 | 1 | 0.1% |
| Value | Count | Frequency (%) |
| 518 | 1 | |
| 513 | 1 | |
| 512 | 1 | |
| 487 | 1 | |
| 480 | 1 | |
| 475 | 1 | |
| 461 | 1 | |
| 458 | 1 | |
| 448 | 1 | |
| 439 | 1 |
SedentaryMinutes
Real number (ℝ)
| Distinct | 549 |
|---|---|
| Distinct (%) | 58.4% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 991.21064 |
| Minimum | 0 |
|---|---|
| Maximum | 1440 |
| Zeros | 1 |
| Zeros (%) | 0.1% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 7.5 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 536.7 |
| Q1 | 729.75 |
| median | 1057.5 |
| Q3 | 1229.5 |
| 95-th percentile | 1440 |
| Maximum | 1440 |
| Range | 1440 |
| Interquartile range (IQR) | 499.75 |
Descriptive statistics
| Standard deviation | 301.26744 |
|---|---|
| Coefficient of variation (CV) | 0.30393887 |
| Kurtosis | -0.66595003 |
| Mean | 991.21064 |
| Median Absolute Deviation (MAD) | 261 |
| Skewness | -0.29449809 |
| Sum | 931738 |
| Variance | 90762.068 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 1440 | 79 | 8.4% |
| 1182 | 7 | 0.7% |
| 692 | 6 | 0.6% |
| 1112 | 5 | 0.5% |
| 1131 | 5 | 0.5% |
| 1122 | 5 | 0.5% |
| 1105 | 5 | 0.5% |
| 709 | 5 | 0.5% |
| 1119 | 5 | 0.5% |
| 728 | 5 | 0.5% |
| Other values (539) | 813 |
| Value | Count | Frequency (%) |
| 0 | 1 | |
| 2 | 1 | |
| 13 | 1 | |
| 48 | 1 | |
| 111 | 1 | |
| 125 | 1 | |
| 127 | 1 | |
| 218 | 1 | |
| 222 | 1 | |
| 241 | 1 |
| Value | Count | Frequency (%) |
| 1440 | 79 | |
| 1439 | 3 | 0.3% |
| 1438 | 3 | 0.3% |
| 1437 | 2 | 0.2% |
| 1431 | 1 | 0.1% |
| 1430 | 2 | 0.2% |
| 1428 | 1 | 0.1% |
| 1423 | 1 | 0.1% |
| 1420 | 1 | 0.1% |
| 1413 | 1 | 0.1% |
Calories
Real number (ℝ)
HIGH CORRELATION
| Distinct | 734 |
|---|---|
| Distinct (%) | 78.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 2303.6096 |
| Minimum | 0 |
|---|---|
| Maximum | 4900 |
| Zeros | 4 |
| Zeros (%) | 0.4% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 7.5 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 1372.85 |
| Q1 | 1828.5 |
| median | 2134 |
| Q3 | 2793.25 |
| 95-th percentile | 3654.25 |
| Maximum | 4900 |
| Range | 4900 |
| Interquartile range (IQR) | 964.75 |
Descriptive statistics
| Standard deviation | 718.16686 |
|---|---|
| Coefficient of variation (CV) | 0.3117572 |
| Kurtosis | 0.62502694 |
| Mean | 2303.6096 |
| Median Absolute Deviation (MAD) | 467 |
| Skewness | 0.42245048 |
| Sum | 2165393 |
| Variance | 515763.64 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 1980 | 13 | 1.4% |
| 2063 | 11 | 1.2% |
| 1841 | 9 | 1.0% |
| 1688 | 9 | 1.0% |
| 1347 | 8 | 0.9% |
| 2225 | 4 | 0.4% |
| 1819 | 4 | 0.4% |
| 2044 | 4 | 0.4% |
| 1922 | 4 | 0.4% |
| 0 | 4 | 0.4% |
| Other values (724) | 870 |
| Value | Count | Frequency (%) |
| 0 | 4 | |
| 52 | 1 | 0.1% |
| 57 | 1 | 0.1% |
| 120 | 1 | 0.1% |
| 257 | 1 | 0.1% |
| 403 | 1 | 0.1% |
| 665 | 1 | 0.1% |
| 741 | 1 | 0.1% |
| 928 | 1 | 0.1% |
| 1002 | 1 | 0.1% |
| Value | Count | Frequency (%) |
| 4900 | 1 | |
| 4552 | 1 | |
| 4547 | 1 | |
| 4546 | 1 | |
| 4501 | 1 | |
| 4398 | 1 | |
| 4392 | 1 | |
| 4274 | 1 | |
| 4236 | 1 | |
| 4163 | 1 |
| Calories | FairlyActiveMinutes | Id | LightActiveDistance | LightlyActiveMinutes | LoggedActivitiesDistance | ModeratelyActiveDistance | SedentaryActiveDistance | SedentaryMinutes | TotalDistance | TotalSteps | TrackerDistance | VeryActiveDistance | VeryActiveMinutes | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| Calories | 1.000 | 0.435 | 0.429 | 0.465 | 0.286 | 0.226 | 0.403 | 0.010 | -0.152 | 0.617 | 0.559 | 0.617 | 0.497 | 0.540 |
| FairlyActiveMinutes | 0.435 | 1.000 | 0.125 | 0.345 | 0.232 | 0.133 | 0.980 | -0.103 | -0.314 | 0.685 | 0.689 | 0.686 | 0.743 | 0.746 |
| Id | 0.429 | 0.125 | 1.000 | 0.030 | -0.084 | 0.210 | 0.111 | -0.114 | -0.064 | 0.199 | 0.158 | 0.197 | 0.223 | 0.251 |
| LightActiveDistance | 0.465 | 0.345 | 0.030 | 1.000 | 0.878 | 0.139 | 0.361 | 0.142 | -0.466 | 0.715 | 0.715 | 0.714 | 0.285 | 0.285 |
| LightlyActiveMinutes | 0.286 | 0.232 | -0.084 | 0.878 | 1.000 | 0.057 | 0.244 | 0.194 | -0.480 | 0.559 | 0.581 | 0.558 | 0.158 | 0.152 |
| LoggedActivitiesDistance | 0.226 | 0.133 | 0.210 | 0.139 | 0.057 | 1.000 | 0.157 | 0.010 | -0.087 | 0.203 | 0.180 | 0.193 | 0.226 | 0.265 |
| ModeratelyActiveDistance | 0.403 | 0.980 | 0.111 | 0.361 | 0.244 | 0.157 | 1.000 | -0.096 | -0.308 | 0.701 | 0.704 | 0.701 | 0.749 | 0.734 |
| SedentaryActiveDistance | 0.010 | -0.103 | -0.114 | 0.142 | 0.194 | 0.010 | -0.096 | 1.000 | 0.096 | 0.013 | 0.015 | 0.011 | -0.064 | -0.057 |
| SedentaryMinutes | -0.152 | -0.314 | -0.064 | -0.466 | -0.480 | -0.087 | -0.308 | 0.096 | 1.000 | -0.414 | -0.428 | -0.415 | -0.235 | -0.241 |
| TotalDistance | 0.617 | 0.685 | 0.199 | 0.715 | 0.559 | 0.203 | 0.701 | 0.013 | -0.414 | 1.000 | 0.992 | 1.000 | 0.776 | 0.752 |
| TotalSteps | 0.559 | 0.689 | 0.158 | 0.715 | 0.581 | 0.180 | 0.704 | 0.015 | -0.428 | 0.992 | 1.000 | 0.992 | 0.770 | 0.749 |
| TrackerDistance | 0.617 | 0.686 | 0.197 | 0.714 | 0.558 | 0.193 | 0.701 | 0.011 | -0.415 | 1.000 | 0.992 | 1.000 | 0.775 | 0.751 |
| VeryActiveDistance | 0.497 | 0.743 | 0.223 | 0.285 | 0.158 | 0.226 | 0.749 | -0.064 | -0.235 | 0.776 | 0.770 | 0.775 | 1.000 | 0.970 |
| VeryActiveMinutes | 0.540 | 0.746 | 0.251 | 0.285 | 0.152 | 0.265 | 0.734 | -0.057 | -0.241 | 0.752 | 0.749 | 0.751 | 0.970 | 1.000 |
A simple visualization of nullity by column.
Nullity matrix is a data-dense display which lets you quickly visually pick out patterns in data completion.
| Id | ActivityDate | TotalSteps | TotalDistance | TrackerDistance | LoggedActivitiesDistance | VeryActiveDistance | ModeratelyActiveDistance | LightActiveDistance | SedentaryActiveDistance | VeryActiveMinutes | FairlyActiveMinutes | LightlyActiveMinutes | SedentaryMinutes | Calories | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 0 | 1503960366 | 2016-04-12 | 13162 | 8.50 | 8.50 | 0.0 | 1.88 | 0.55 | 6.06 | 0.0 | 25 | 13 | 328 | 728 | 1985 |
| 1 | 1503960366 | 2016-04-13 | 10735 | 6.97 | 6.97 | 0.0 | 1.57 | 0.69 | 4.71 | 0.0 | 21 | 19 | 217 | 776 | 1797 |
| 2 | 1503960366 | 2016-04-14 | 10460 | 6.74 | 6.74 | 0.0 | 2.44 | 0.40 | 3.91 | 0.0 | 30 | 11 | 181 | 1218 | 1776 |
| 3 | 1503960366 | 2016-04-15 | 9762 | 6.28 | 6.28 | 0.0 | 2.14 | 1.26 | 2.83 | 0.0 | 29 | 34 | 209 | 726 | 1745 |
| 4 | 1503960366 | 2016-04-16 | 12669 | 8.16 | 8.16 | 0.0 | 2.71 | 0.41 | 5.04 | 0.0 | 36 | 10 | 221 | 773 | 1863 |
| 5 | 1503960366 | 2016-04-17 | 9705 | 6.48 | 6.48 | 0.0 | 3.19 | 0.78 | 2.51 | 0.0 | 38 | 20 | 164 | 539 | 1728 |
| 6 | 1503960366 | 2016-04-18 | 13019 | 8.59 | 8.59 | 0.0 | 3.25 | 0.64 | 4.71 | 0.0 | 42 | 16 | 233 | 1149 | 1921 |
| 7 | 1503960366 | 2016-04-19 | 15506 | 9.88 | 9.88 | 0.0 | 3.53 | 1.32 | 5.03 | 0.0 | 50 | 31 | 264 | 775 | 2035 |
| 8 | 1503960366 | 2016-04-20 | 10544 | 6.68 | 6.68 | 0.0 | 1.96 | 0.48 | 4.24 | 0.0 | 28 | 12 | 205 | 818 | 1786 |
| 9 | 1503960366 | 2016-04-21 | 9819 | 6.34 | 6.34 | 0.0 | 1.34 | 0.35 | 4.65 | 0.0 | 19 | 8 | 211 | 838 | 1775 |
| Id | ActivityDate | TotalSteps | TotalDistance | TrackerDistance | LoggedActivitiesDistance | VeryActiveDistance | ModeratelyActiveDistance | LightActiveDistance | SedentaryActiveDistance | VeryActiveMinutes | FairlyActiveMinutes | LightlyActiveMinutes | SedentaryMinutes | Calories | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 930 | 8877689391 | 2016-05-03 | 10818 | 8.210000 | 8.210000 | 0.0 | 1.39 | 0.10 | 6.67 | 0.01 | 19 | 3 | 229 | 1189 | 2817 |
| 931 | 8877689391 | 2016-05-04 | 18193 | 16.299999 | 16.299999 | 0.0 | 10.42 | 0.31 | 5.53 | 0.00 | 66 | 8 | 212 | 1154 | 3477 |
| 932 | 8877689391 | 2016-05-05 | 14055 | 10.670000 | 10.670000 | 0.0 | 5.46 | 0.82 | 4.37 | 0.00 | 67 | 15 | 188 | 1170 | 3052 |
| 933 | 8877689391 | 2016-05-06 | 21727 | 19.340000 | 19.340000 | 0.0 | 12.79 | 0.29 | 6.16 | 0.00 | 96 | 17 | 232 | 1095 | 4015 |
| 934 | 8877689391 | 2016-05-07 | 12332 | 8.130000 | 8.130000 | 0.0 | 0.08 | 0.96 | 6.99 | 0.00 | 105 | 28 | 271 | 1036 | 4142 |
| 935 | 8877689391 | 2016-05-08 | 10686 | 8.110000 | 8.110000 | 0.0 | 1.08 | 0.20 | 6.80 | 0.00 | 17 | 4 | 245 | 1174 | 2847 |
| 936 | 8877689391 | 2016-05-09 | 20226 | 18.250000 | 18.250000 | 0.0 | 11.10 | 0.80 | 6.24 | 0.05 | 73 | 19 | 217 | 1131 | 3710 |
| 937 | 8877689391 | 2016-05-10 | 10733 | 8.150000 | 8.150000 | 0.0 | 1.35 | 0.46 | 6.28 | 0.00 | 18 | 11 | 224 | 1187 | 2832 |
| 938 | 8877689391 | 2016-05-11 | 21420 | 19.559999 | 19.559999 | 0.0 | 13.22 | 0.41 | 5.89 | 0.00 | 88 | 12 | 213 | 1127 | 3832 |
| 939 | 8877689391 | 2016-05-12 | 8064 | 6.120000 | 6.120000 | 0.0 | 1.82 | 0.04 | 4.25 | 0.00 | 23 | 1 | 137 | 770 | 1849 |